J-CLARITY stands out as a groundbreaking method in the field of explainable AI (XAI). This novel approach strives to shed light on the decision-making processes behind complex machine learning models, providing transparent and interpretable understandings. By leveraging the power of graph neural networks, J-CLARITY constructs insightful visualizati